AdaBoost and Forward Stagewise Regression are First-Order Convex Optimization Methods

Robert M. Freund, Paul Grigas, Rahul Mazumder

Boosting methods are highly popular and effective supervised learning methods which combine weak learners into a single accurate model with good statistical performance. In this pa…